IEEE/ICACT20260145 Slide.21        [Big Slide]       Oral Presentation
To conclude, I¡¯d like to highlight three key takeaways:​ Superior Performance: Meta-heuristics like NSGA-II outperform pure LM-based baselines on ROUGE-1 and ROUGE-2 scores.​ High Efficiency: We achieved these results with significantly lower computational cost and latency.​ ​ Best Strategy: The most effective solution is a Two-Stage Ensemble. Combining the algorithms with LMs yields the best overall performance.​ ​

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